class DeepSeekHelper:
    """AI分析助手类，用于生成简历匹配分析"""
    
    def __init__(self):
        """初始化DeepSeekHelper"""
        pass
        
    def generate_matching_analysis(self, resume_text: str, matched_jobs: list) -> dict:
        """
        生成简历与职位的匹配分析
        
        Args:
            resume_text (str): 简历文本
            matched_jobs (list): 匹配的职位列表
            
        Returns:
            dict: 包含匹配分析、简历优化建议和技能提升建议的字典
        """
        # 示例返回数据结构
        analysis = {
            "matching_analysis": [
                {
                    "company": job["company"],
                    "position": job["position"],
                    "matching_points": [
                        "技能匹配度高",
                        "有相关项目经验"
                    ],
                    "gap_analysis": [
                        "建议加强行业经验",
                        "可以提升相关证书"
                    ]
                } for job in matched_jobs
            ],
            "resume_optimization": [
                "建议突出项目成果",
                "可以添加更多量化指标"
            ],
            "skill_improvement": [
                "建议学习数据分析工具",
                "加强编程技能训练"
            ]
        }
        
        return analysis 